{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "from matplotlib.image import imread\n",
    "import matplotlib.pyplot as plt\n",
    "import numpy as np\n",
    "plt.rcParams['font.sans-serif']=['SimHei'] #用来正常显示中文标签\n",
    "plt.rcParams['axes.unicode_minus']=False #用来正常显示负号\n",
    "\n",
    "def k_means(X, k, D=1e-5):\n",
    "    \"\"\"\n",
    "    X数据，k为聚类数量，D为阈值\n",
    "    \"\"\"\n",
    "    #数据数量\n",
    "    n = X.shape[0]\n",
    "    #聚类标签\n",
    "    clusters = np.zeros(n, dtype=int)\n",
    "    #初始中心点\n",
    "    index = np.random.randint(0, n, k)\n",
    "    centroids = X[index]\n",
    "    #记录上一轮迭代的聚类中心\n",
    "    centroids_pre = np.copy(centroids)\n",
    "    \n",
    "    while True:\n",
    "        #计算距离矩阵\n",
    "        d1 = np.sum(X ** 2, axis=1).reshape(-1, 1)\n",
    "        d2 = np.sum(centroids ** 2, axis=1).reshape(1, -1)\n",
    "        dist = d1 + d2 - 2 * X.dot(centroids.T)\n",
    "        #STEP1:找到最近的中心\n",
    "        clusters = np.argmin(dist, axis=1)\n",
    "        \n",
    "        #STEP2:重新计算中心\n",
    "        for i in range(k):\n",
    "            index = X[clusters==i]\n",
    "            #判断是否有点和某聚类中心在一类\n",
    "            if len(index) != 0:\n",
    "                centroids[i] = np.mean(index, axis=0)\n",
    "        #计算误差\n",
    "        delta = np.linalg.norm(centroids - centroids_pre)\n",
    "        \n",
    "        #判断是否超过阈值\n",
    "        if delta < D:\n",
    "            break\n",
    "\n",
    "        centroids_pre = np.copy(centroids)\n",
    "        \n",
    "    return clusters, centroids"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "#读取图片并展示图片\n",
    "A = imread('mandrill-large.tiff')\n",
    "plt.imshow(A)\n",
    "plt.title(\"聚类前的图像\")\n",
    "plt.show()\n",
    "\n",
    "#将图片转化为矩阵\n",
    "A_proceed = A.reshape(-1, 3)\n",
    "#转换为浮点型，否则会报错\n",
    "A_proceed = A_proceed.astype(np.float32)\n",
    "#运行聚类\n",
    "clusters, centroids = k_means(A_proceed, 16, 30)\n",
    "#变成图片的形状\n",
    "A_compressed = np.reshape(centroids[clusters], A.shape)\n",
    "#转换为整型\n",
    "A_compressed = A_compressed.astype(np.uint8)\n",
    "#显示图像\n",
    "plt.imshow(A_compressed)\n",
    "plt.title(\"聚类后的图像\")\n",
    "plt.show()"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.7.1"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}
